I want to optimize the wear behaviour of a designed composite via PSO technique. Does anyone know how to implement PSO technique for the same?
You may try using following steps:
1.Develop a objective function that relates the parameters involved.
2.Peek through available data to find out constraints.
3. Convert the constrained optimization problem in to non constrained problem by finding suitable Lagrange multipliers.
4. Use PSO on this to find the optimal value of parameters involved.
From the objective function, parameters and constraints associated with process, and using appropriate software, you can solve the problem through help
If you may change your methodology, the response surface methodology in the design of experiment in Minitab program can do the optimization in a powerful manner.
1. First you have develop an objective function
2. Secondly you have to think of, whether you want to carry out constrained optimization or unconstrained optimization problem.
3. An empirical or mathematical equation should be developed for the object function which may be a single objective or multi-objective.
4. It is important that whether you are going to maximize or minimize the objective. Because, most of the coding are designed for minimizing problems only.
5. Give the lower bound and upper bound of the chosen parameters.
6. You can use the coding available in internet or you can write your own coding in C++, Java or Matlab.
7. Find the optimum condition and perform an confirmation experiment for validating the result.
https://www.researchgate.net/publication/296636431_Codes_in_MATLAB_for_Particle_Swarm_Optimization?ev=prf_pub
Code Codes in MATLAB for Particle Swarm Optimization
https://www.researchgate.net/publication/297245624_Particle_Swarm_Optimization_Algorithm_and_its_Codes_in_MATLAB
Research Particle Swarm Optimization: Algorithm and its Codes in MATLAB
https://www.researchgate.net/publication/280244004_A_comparative_study_of_metaheuristic_optimization_approaches_for_directional_overcurrent_relays_coordination
Article A comparative study of metaheuristic optimization approaches...
To know hop PSO works and how you can implement PSO, you can use following video course, which is available on Umedy for free:
http://udemy.com/pso-in-matlab
Also you can download videos and project files, from following URL:
http://yarpiz.com/ytea101
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